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How to Train Your Neural Net
Deep learning for various tasks in the domains of Computer Vision, Natural Language Processing, Time Series Forecasting using PyTorch 1.0+.
pytorch python deep-learning computer-vision
Build your first data warehouse with Airflow on GCP
What are the steps in building a data warehouse? What cloud technology should you use? How to use Airflow to orchestrate your pipeline?
airflow google-cloud-platforms data-warehouse production
Self Supervised Representation Learning in NLP
An overview of self-supervised pretext tasks in Natural Language Processing
self-supervised-learning natural-language-processing tutorial
GANs in Computer Vision : An article review series
An article series where we review the most important research papers on GANs from 2015 to today. 6 articles, 20 papers, 20000 words
generative-adversarial-networks computer-vision generation unsupervised-learning
Neural ODE Explained
Explains "Neural Ordinary Differential Equations", a very interesting idea came out in NIPS 2018.
recurrent-neural-networks differential-equation neural-ode ordinary-differential-equations
Machine Learning Basics
A practical set of notebooks on machine learning basics, implemented in both TF2.0 + Keras and PyTorch.
deep-learning natural-language-processing tensorflow pytorch
Neural Network Intelligence (NNI)
NNI is a lightweight but powerful toolkit to help users automate Feature Engineering, Neural Architecture Search, Hyperparameter Tuning and Model ...
automl neural-architecture-search model-compression feature-engineering
Cross-entropy for Classification
Usages of cross-entropy for binary classification, multi-class classification, and multi-label classification.
cross-entropy multi-class multi-label classification
Face Mask Detector
A simple Streamlit frontend for face mask detection in images using a pre-trained Keras CNN model + OpenCV and model interpretability.
object-detection streamlit opencv keras
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